Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 90785 |
| Missing cells | 190360 |
| Missing cells (%) | 6.8% |
| Duplicate rows | 7061 |
| Duplicate rows (%) | 7.8% |
| Total size in memory | 21.5 MiB |
| Average record size in memory | 248.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 21 |
| Boolean | 3 |
| Dataset has 7061 (7.8%) duplicate rows | Duplicates |
@30daymortality is highly overall correlated with thirtydaymortality | High correlation |
AGE is highly overall correlated with AGEcategory and 1 other fields | High correlation |
AGEcategory is highly overall correlated with AGE and 1 other fields | High correlation |
AGEcategoryOriginal is highly overall correlated with AGE and 1 other fields | High correlation |
Anemia category is highly overall correlated with Anemiacategorybinned | High correlation |
Anemiacategorybinned is highly overall correlated with Anemia category and 3 other fields | High correlation |
CHFRCRICategory is highly overall correlated with CVARCRICategory and 2 other fields | High correlation |
CVARCRICategory is highly overall correlated with CHFRCRICategory and 2 other fields | High correlation |
CreatinineRCRICategory is highly overall correlated with GradeofKidneyCategory and 1 other fields | High correlation |
DMinsulinRCRICategory is highly overall correlated with CHFRCRICategory and 2 other fields | High correlation |
DaysbetweenDeathandoperation is highly overall correlated with Mortality | High correlation |
GradeofKidneyCategory is highly overall correlated with Anemiacategorybinned and 2 other fields | High correlation |
GradeofKidneydisease is highly overall correlated with Anemiacategorybinned and 2 other fields | High correlation |
IHDRCRICategory is highly overall correlated with CHFRCRICategory and 2 other fields | High correlation |
Intraop is highly overall correlated with TransfusionIntraandpostopCategory | High correlation |
Mortality is highly overall correlated with DaysbetweenDeathandoperation | High correlation |
Preoptransfusionwithin30days is highly overall correlated with Transfusionintraandpostop | High correlation |
RDW15.7 is highly overall correlated with Anemiacategorybinned | High correlation |
TransfusionIntraandpostopCategory is highly overall correlated with Intraop | High correlation |
Transfusionintraandpostop is highly overall correlated with Preoptransfusionwithin30days | High correlation |
thirtydaymortality is highly overall correlated with @30daymortality | High correlation |
@30daymortality is highly imbalanced (94.8%) | Imbalance |
Intraop is highly imbalanced (68.8%) | Imbalance |
TransfusionIntraandpostopCategory is highly imbalanced (77.8%) | Imbalance |
Mortality is highly imbalanced (66.6%) | Imbalance |
thirtydaymortality is highly imbalanced (94.8%) | Imbalance |
ICUAdmgt24h is highly imbalanced (89.4%) | Imbalance |
RCRI score has 27424 (30.2%) missing values | Missing |
Anemia category has 4038 (4.4%) missing values | Missing |
PreopEGFRMDRD has 10830 (11.9%) missing values | Missing |
DaysbetweenDeathandoperation has 85190 (93.8%) missing values | Missing |
Anemiacategorybinned has 62878 (69.3%) missing values | Missing |
Postopwithin30days is highly skewed (γ1 = 29.85449206) | Skewed |
RCRI score has 47385 (52.2%) zeros | Zeros |
Preoptransfusionwithin30days has 88905 (97.9%) zeros | Zeros |
Postopwithin30days has 89842 (99.0%) zeros | Zeros |
Transfusionintraandpostop has 85664 (94.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-02 08:32:40.338714 |
|---|---|
| Analysis finished | 2024-08-02 08:32:47.854284 |
| Duration | 7.52 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
AGE
Real number (ℝ)
HIGH CORRELATION
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.253225 |
| Minimum | 18 |
|---|---|
| Maximum | 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 39 |
| median | 54 |
| Q3 | 65 |
| 95-th percentile | 79 |
| Maximum | 103 |
| Range | 85 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 17.087307 |
|---|---|
| Coefficient of variation (CV) | 0.32700962 |
| Kurtosis | -0.85931786 |
| Mean | 52.253225 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.11031944 |
| Sum | 4743809 |
| Variance | 291.97607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 61 | 2104 | 2.3% |
| 65 | 2103 | 2.3% |
| 64 | 2033 | 2.2% |
| 63 | 1999 | 2.2% |
| 60 | 1989 | 2.2% |
| 57 | 1984 | 2.2% |
| 58 | 1976 | 2.2% |
| 66 | 1959 | 2.2% |
| 62 | 1947 | 2.1% |
| 59 | 1945 | 2.1% |
| Other values (76) | 70746 |
| Value | Count | Frequency (%) |
| 18 | 489 | |
| 19 | 638 | |
| 20 | 815 | |
| 21 | 894 | |
| 22 | 891 | |
| 23 | 829 | |
| 24 | 928 | |
| 25 | 982 | |
| 26 | 1044 | |
| 27 | 1138 |
| Value | Count | Frequency (%) |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 100 | 2 | < 0.1% |
| 99 | 4 | < 0.1% |
| 98 | 9 | < 0.1% |
| 97 | 6 | < 0.1% |
| 96 | 19 | |
| 95 | 25 | |
| 94 | 26 |
GENDER
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| FEMALE | |
|---|---|
| MALE |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0730407 |
| Min length | 4 |
Characters and Unicode
| Total characters | 460556 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FEMALE |
|---|---|
| 2nd row | FEMALE |
| 3rd row | FEMALE |
| 4th row | MALE |
| 5th row | MALE |
Common Values
| Value | Count | Frequency (%) |
| FEMALE | 48708 | |
| MALE | 42077 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 48708 | |
| male | 42077 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 139493 | |
| M | 90785 | |
| A | 90785 | |
| L | 90785 | |
| F | 48708 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 460556 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 139493 | |
| M | 90785 | |
| A | 90785 | |
| L | 90785 | |
| F | 48708 | 10.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 460556 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 139493 | |
| M | 90785 | |
| A | 90785 | |
| L | 90785 | |
| F | 48708 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 460556 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 139493 | |
| M | 90785 | |
| A | 90785 | |
| L | 90785 | |
| F | 48708 | 10.6% |
RCRI score
Real number (ℝ)
MISSING ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 27424 |
| Missing (%) | 30.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.32229605 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 47385 |
| Zeros (%) | 52.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6347894 |
|---|---|
| Coefficient of variation (CV) | 1.9695848 |
| Kurtosis | 7.307766 |
| Mean | 0.32229605 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4074083 |
| Sum | 20421 |
| Variance | 0.40295758 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 47385 | |
| 1 | 12653 | 13.9% |
| 2 | 2441 | 2.7% |
| 3 | 679 | 0.7% |
| 4 | 168 | 0.2% |
| 5 | 33 | < 0.1% |
| 6 | 2 | < 0.1% |
| (Missing) | 27424 |
| Value | Count | Frequency (%) |
| 0 | 47385 | |
| 1 | 12653 | 13.9% |
| 2 | 2441 | 2.7% |
| 3 | 679 | 0.7% |
| 4 | 168 | 0.2% |
| 5 | 33 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 33 | < 0.1% |
| 4 | 168 | 0.2% |
| 3 | 679 | 0.7% |
| 2 | 2441 | 2.7% |
| 1 | 12653 | 13.9% |
| 0 | 47385 |
Anemia category
Categorical
HIGH CORRELATION MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4038 |
| Missing (%) | 4.4% |
| Memory size | 709.4 KiB |
| none | |
|---|---|
| mild | |
| moderate | |
| severe | 424 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.4911294 |
| Min length | 4 |
Characters and Unicode
| Total characters | 389592 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | none |
|---|---|
| 2nd row | mild |
| 3rd row | moderate |
| 4th row | mild |
| 5th row | none |
Common Values
| Value | Count | Frequency (%) |
| none | 62878 | |
| mild | 13006 | 14.3% |
| moderate | 10439 | 11.5% |
| severe | 424 | 0.5% |
| (Missing) | 4038 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 62878 | |
| mild | 13006 | 15.0% |
| moderate | 10439 | 12.0% |
| severe | 424 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 125756 | |
| e | 85028 | |
| o | 73317 | |
| m | 23445 | 6.0% |
| d | 23445 | 6.0% |
| i | 13006 | 3.3% |
| l | 13006 | 3.3% |
| r | 10863 | 2.8% |
| a | 10439 | 2.7% |
| t | 10439 | 2.7% |
| Other values (2) | 848 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 389592 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 125756 | |
| e | 85028 | |
| o | 73317 | |
| m | 23445 | 6.0% |
| d | 23445 | 6.0% |
| i | 13006 | 3.3% |
| l | 13006 | 3.3% |
| r | 10863 | 2.8% |
| a | 10439 | 2.7% |
| t | 10439 | 2.7% |
| Other values (2) | 848 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 389592 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 125756 | |
| e | 85028 | |
| o | 73317 | |
| m | 23445 | 6.0% |
| d | 23445 | 6.0% |
| i | 13006 | 3.3% |
| l | 13006 | 3.3% |
| r | 10863 | 2.8% |
| a | 10439 | 2.7% |
| t | 10439 | 2.7% |
| Other values (2) | 848 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 389592 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 125756 | |
| e | 85028 | |
| o | 73317 | |
| m | 23445 | 6.0% |
| d | 23445 | 6.0% |
| i | 13006 | 3.3% |
| l | 13006 | 3.3% |
| r | 10863 | 2.8% |
| a | 10439 | 2.7% |
| t | 10439 | 2.7% |
| Other values (2) | 848 | 0.2% |
PreopEGFRMDRD
Real number (ℝ)
MISSING
| Distinct | 14893 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 10830 |
| Missing (%) | 11.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.426155 |
| Minimum | 2.5410256 |
|---|---|
| Maximum | 671.29815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 2.5410256 |
|---|---|
| 5-th percentile | 37.645463 |
| Q1 | 79.078715 |
| median | 96.398561 |
| Q3 | 114.31017 |
| 95-th percentile | 148.14637 |
| Maximum | 671.29815 |
| Range | 668.75712 |
| Interquartile range (IQR) | 35.231454 |
Descriptive statistics
| Standard deviation | 33.954241 |
|---|---|
| Coefficient of variation (CV) | 0.35212688 |
| Kurtosis | 6.2844048 |
| Mean | 96.426155 |
| Median Absolute Deviation (MAD) | 17.63906 |
| Skewness | 0.56168938 |
| Sum | 7709753.2 |
| Variance | 1152.8905 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 104.4525274 | 50 | 0.1% |
| 105.0271605 | 49 | 0.1% |
| 104.6570134 | 46 | 0.1% |
| 111.2684265 | 46 | 0.1% |
| 95.52951776 | 45 | < 0.1% |
| 94.3057407 | 45 | < 0.1% |
| 102.5033118 | 44 | < 0.1% |
| 94.60302144 | 43 | < 0.1% |
| 109.6139465 | 43 | < 0.1% |
| 103.614409 | 43 | < 0.1% |
| Other values (14883) | 79501 | |
| (Missing) | 10830 | 11.9% |
| Value | Count | Frequency (%) |
| 2.54102559 | 1 | |
| 2.639693957 | 1 | |
| 2.738846918 | 1 | |
| 2.745064497 | 1 | |
| 2.763720271 | 1 | |
| 2.948184562 | 1 | |
| 3.109086732 | 1 | |
| 3.149290312 | 1 | |
| 3.257128712 | 1 | |
| 3.381878373 | 1 |
| Value | Count | Frequency (%) |
| 671.2981473 | 1 | |
| 588.4665784 | 1 | |
| 503.5882855 | 1 | |
| 481.6349276 | 1 | |
| 469.1914885 | 1 | |
| 458.2553477 | 1 | |
| 455.2188795 | 1 | |
| 449.5095212 | 1 | |
| 439.7856416 | 1 | |
| 438.0170254 | 1 |
GradeofKidneydisease
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| g1 | |
|---|---|
| G2 | |
| BLANK | |
| G3a | 3425 |
| G5 | 2059 |
| Other values (2) | 2888 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.4142094 |
| Min length | 2 |
Characters and Unicode
| Total characters | 219174 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BLANK |
|---|---|
| 2nd row | BLANK |
| 3rd row | g1 |
| 4th row | g1 |
| 5th row | g1 |
Common Values
| Value | Count | Frequency (%) |
| g1 | 47948 | |
| G2 | 23635 | |
| BLANK | 10830 | 11.9% |
| G3a | 3425 | 3.8% |
| G5 | 2059 | 2.3% |
| G3b | 1689 | 1.9% |
| G4 | 1199 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| g1 | 47948 | |
| g2 | 23635 | |
| blank | 10830 | 11.9% |
| g3a | 3425 | 3.8% |
| g5 | 2059 | 2.3% |
| g3b | 1689 | 1.9% |
| g4 | 1199 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| g | 47948 | |
| 1 | 47948 | |
| G | 32007 | |
| 2 | 23635 | |
| B | 10830 | 4.9% |
| L | 10830 | 4.9% |
| A | 10830 | 4.9% |
| N | 10830 | 4.9% |
| K | 10830 | 4.9% |
| 3 | 5114 | 2.3% |
| Other values (4) | 8372 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 219174 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| g | 47948 | |
| 1 | 47948 | |
| G | 32007 | |
| 2 | 23635 | |
| B | 10830 | 4.9% |
| L | 10830 | 4.9% |
| A | 10830 | 4.9% |
| N | 10830 | 4.9% |
| K | 10830 | 4.9% |
| 3 | 5114 | 2.3% |
| Other values (4) | 8372 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 219174 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| g | 47948 | |
| 1 | 47948 | |
| G | 32007 | |
| 2 | 23635 | |
| B | 10830 | 4.9% |
| L | 10830 | 4.9% |
| A | 10830 | 4.9% |
| N | 10830 | 4.9% |
| K | 10830 | 4.9% |
| 3 | 5114 | 2.3% |
| Other values (4) | 8372 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 219174 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| g | 47948 | |
| 1 | 47948 | |
| G | 32007 | |
| 2 | 23635 | |
| B | 10830 | 4.9% |
| L | 10830 | 4.9% |
| A | 10830 | 4.9% |
| N | 10830 | 4.9% |
| K | 10830 | 4.9% |
| 3 | 5114 | 2.3% |
| Other values (4) | 8372 | 3.8% |
DaysbetweenDeathandoperation
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1408 |
|---|---|
| Distinct (%) | 25.2% |
| Missing | 85190 |
| Missing (%) | 93.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 476.78213 |
| Minimum | 0 |
|---|---|
| Maximum | 1783 |
| Zeros | 21 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 121 |
| median | 355 |
| Q3 | 746 |
| 95-th percentile | 1319 |
| Maximum | 1783 |
| Range | 1783 |
| Interquartile range (IQR) | 625 |
Descriptive statistics
| Standard deviation | 421.86674 |
|---|---|
| Coefficient of variation (CV) | 0.88482079 |
| Kurtosis | -0.13364877 |
| Mean | 476.78213 |
| Median Absolute Deviation (MAD) | 273 |
| Skewness | 0.88829654 |
| Sum | 2667596 |
| Variance | 177971.55 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 33 | < 0.1% |
| 7 | 26 | < 0.1% |
| 4 | 24 | < 0.1% |
| 3 | 23 | < 0.1% |
| 6 | 23 | < 0.1% |
| 5 | 22 | < 0.1% |
| 13 | 22 | < 0.1% |
| 0 | 21 | < 0.1% |
| 15 | 20 | < 0.1% |
| 32 | 20 | < 0.1% |
| Other values (1398) | 5361 | 5.9% |
| (Missing) | 85190 |
| Value | Count | Frequency (%) |
| 0 | 21 | |
| 1 | 33 | |
| 2 | 18 | |
| 3 | 23 | |
| 4 | 24 | |
| 5 | 22 | |
| 6 | 23 | |
| 7 | 26 | |
| 8 | 15 | |
| 9 | 20 |
| Value | Count | Frequency (%) |
| 1783 | 1 | |
| 1749 | 1 | |
| 1739 | 2 | |
| 1735 | 1 | |
| 1730 | 2 | |
| 1722 | 1 | |
| 1713 | 1 | |
| 1707 | 1 | |
| 1703 | 1 | |
| 1700 | 1 |
@30daymortality
Boolean
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 88.8 KiB |
| False | |
|---|---|
| True | 539 |
| Value | Count | Frequency (%) |
| False | 90246 | |
| True | 539 | 0.6% |
Preoptransfusionwithin30days
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.042672248 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 88905 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.40584012 |
|---|---|
| Coefficient of variation (CV) | 9.5106337 |
| Kurtosis | 483.68275 |
| Mean | 0.042672248 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.960112 |
| Sum | 3874 |
| Variance | 0.1647062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 88905 | |
| 1 | 1017 | 1.1% |
| 2 | 460 | 0.5% |
| 3 | 182 | 0.2% |
| 4 | 74 | 0.1% |
| 5 | 47 | 0.1% |
| 6 | 24 | < 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 19 | < 0.1% |
| 11 | 8 | < 0.1% |
| Other values (8) | 26 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 88905 | |
| 1 | 1017 | 1.1% |
| 2 | 460 | 0.5% |
| 3 | 182 | 0.2% |
| 4 | 74 | 0.1% |
| 5 | 47 | 0.1% |
| 6 | 24 | < 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 19 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 12 | 1 | < 0.1% |
| 11 | 8 | |
| 10 | 7 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 19 |
Intraop
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| 0.0 | |
|---|---|
| 1.0 | 5109 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 272355 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 85676 | |
| 1.0 | 5109 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 85676 | |
| 1.0 | 5109 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 176461 | |
| . | 90785 | |
| 1 | 5109 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 272355 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 176461 | |
| . | 90785 | |
| 1 | 5109 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 272355 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 176461 | |
| . | 90785 | |
| 1 | 5109 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 272355 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 176461 | |
| . | 90785 | |
| 1 | 5109 | 1.9% |
Postopwithin30days
Real number (ℝ)
SKEWED ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.018945861 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 89842 |
| Zeros (%) | 99.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.26072799 |
|---|---|
| Coefficient of variation (CV) | 13.761739 |
| Kurtosis | 1484.6742 |
| Mean | 0.018945861 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.854492 |
| Sum | 1720 |
| Variance | 0.067979084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 89842 | |
| 1 | 608 | 0.7% |
| 2 | 179 | 0.2% |
| 3 | 62 | 0.1% |
| 4 | 34 | < 0.1% |
| 5 | 23 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (5) | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 89842 | |
| 1 | 608 | 0.7% |
| 2 | 179 | 0.2% |
| 3 | 62 | 0.1% |
| 4 | 34 | < 0.1% |
| 5 | 23 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 23 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 12 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 5 | < 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 12 | |
| 5 | 23 |
Transfusionintraandpostop
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.075221678 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 85664 |
| Zeros (%) | 94.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 709.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.39562329 |
|---|---|
| Coefficient of variation (CV) | 5.259432 |
| Kurtosis | 378.07256 |
| Mean | 0.075221678 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.14898 |
| Sum | 6829 |
| Variance | 0.15651779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 85664 | |
| 1 | 4187 | 4.6% |
| 2 | 602 | 0.7% |
| 3 | 176 | 0.2% |
| 4 | 62 | 0.1% |
| 5 | 34 | < 0.1% |
| 6 | 23 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 5 | < 0.1% |
| Other values (6) | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 85664 | |
| 1 | 4187 | 4.6% |
| 2 | 602 | 0.7% |
| 3 | 176 | 0.2% |
| 4 | 62 | 0.1% |
| 5 | 34 | < 0.1% |
| 6 | 23 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 13 | 3 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8 | 9 | < 0.1% |
| 7 | 12 | |
| 6 | 23 |
AnaestypeCategory
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| GA | |
|---|---|
| RA |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 181570 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GA |
|---|---|
| 2nd row | GA |
| 3rd row | GA |
| 4th row | GA |
| 5th row | GA |
Common Values
| Value | Count | Frequency (%) |
| GA | 76442 | |
| RA | 14343 | 15.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ga | 76442 | |
| ra | 14343 | 15.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 90785 | |
| G | 76442 | |
| R | 14343 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 181570 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 90785 | |
| G | 76442 | |
| R | 14343 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 181570 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 90785 | |
| G | 76442 | |
| R | 14343 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 181570 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 90785 | |
| G | 76442 | |
| R | 14343 | 7.9% |
PriorityCategory
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| Elective | |
|---|---|
| Emergency |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.2032715 |
| Min length | 8 |
Characters and Unicode
| Total characters | 744734 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Elective |
|---|---|
| 2nd row | Elective |
| 3rd row | Elective |
| 4th row | Elective |
| 5th row | Elective |
Common Values
| Value | Count | Frequency (%) |
| Elective | 72331 | |
| Emergency | 18454 | 20.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| elective | 72331 | |
| emergency | 18454 | 20.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 181570 | |
| E | 90785 | |
| c | 90785 | |
| l | 72331 | 9.7% |
| t | 72331 | 9.7% |
| i | 72331 | 9.7% |
| v | 72331 | 9.7% |
| m | 18454 | 2.5% |
| r | 18454 | 2.5% |
| g | 18454 | 2.5% |
| Other values (2) | 36908 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 744734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 181570 | |
| E | 90785 | |
| c | 90785 | |
| l | 72331 | 9.7% |
| t | 72331 | 9.7% |
| i | 72331 | 9.7% |
| v | 72331 | 9.7% |
| m | 18454 | 2.5% |
| r | 18454 | 2.5% |
| g | 18454 | 2.5% |
| Other values (2) | 36908 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 744734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 181570 | |
| E | 90785 | |
| c | 90785 | |
| l | 72331 | 9.7% |
| t | 72331 | 9.7% |
| i | 72331 | 9.7% |
| v | 72331 | 9.7% |
| m | 18454 | 2.5% |
| r | 18454 | 2.5% |
| g | 18454 | 2.5% |
| Other values (2) | 36908 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 744734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 181570 | |
| E | 90785 | |
| c | 90785 | |
| l | 72331 | 9.7% |
| t | 72331 | 9.7% |
| i | 72331 | 9.7% |
| v | 72331 | 9.7% |
| m | 18454 | 2.5% |
| r | 18454 | 2.5% |
| g | 18454 | 2.5% |
| Other values (2) | 36908 | 5.0% |
TransfusionIntraandpostopCategory
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| 0 units | |
|---|---|
| 1 unit | 4187 |
| 2 or more units | 934 |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.0361844 |
| Min length | 6 |
Characters and Unicode
| Total characters | 638780 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 units |
|---|---|
| 2nd row | 0 units |
| 3rd row | 0 units |
| 4th row | 1 unit |
| 5th row | 0 units |
Common Values
| Value | Count | Frequency (%) |
| 0 units | 85664 | |
| 1 unit | 4187 | 4.6% |
| 2 or more units | 934 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| units | 86598 | |
| 0 | 85664 | |
| 1 | 4187 | 2.3% |
| unit | 4187 | 2.3% |
| 2 | 934 | 0.5% |
| or | 934 | 0.5% |
| more | 934 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 92653 | ||
| u | 90785 | |
| n | 90785 | |
| i | 90785 | |
| t | 90785 | |
| s | 86598 | |
| 0 | 85664 | |
| 1 | 4187 | 0.7% |
| o | 1868 | 0.3% |
| r | 1868 | 0.3% |
| Other values (3) | 2802 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 638780 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 92653 | ||
| u | 90785 | |
| n | 90785 | |
| i | 90785 | |
| t | 90785 | |
| s | 86598 | |
| 0 | 85664 | |
| 1 | 4187 | 0.7% |
| o | 1868 | 0.3% |
| r | 1868 | 0.3% |
| Other values (3) | 2802 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 638780 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 92653 | ||
| u | 90785 | |
| n | 90785 | |
| i | 90785 | |
| t | 90785 | |
| s | 86598 | |
| 0 | 85664 | |
| 1 | 4187 | 0.7% |
| o | 1868 | 0.3% |
| r | 1868 | 0.3% |
| Other values (3) | 2802 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 638780 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 92653 | ||
| u | 90785 | |
| n | 90785 | |
| i | 90785 | |
| t | 90785 | |
| s | 86598 | |
| 0 | 85664 | |
| 1 | 4187 | 0.7% |
| o | 1868 | 0.3% |
| r | 1868 | 0.3% |
| Other values (3) | 2802 | 0.4% |
AGEcategory
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| 50-64 | |
|---|---|
| 30-49 | |
| 65-74 | |
| 18-29 | |
| 75-84 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9852949 |
| Min length | 4 |
Characters and Unicode
| Total characters | 452590 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30-49 |
|---|---|
| 2nd row | 30-49 |
| 3rd row | 50-64 |
| 4th row | 65-74 |
| 5th row | 65-74 |
Common Values
| Value | Count | Frequency (%) |
| 50-64 | 28227 | |
| 30-49 | 27078 | |
| 65-74 | 15837 | |
| 18-29 | 11052 | 12.2% |
| 75-84 | 7256 | 8.0% |
| >=85 | 1335 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50-64 | 28227 | |
| 30-49 | 27078 | |
| 65-74 | 15837 | |
| 18-29 | 11052 | 12.2% |
| 75-84 | 7256 | 8.0% |
| 85 | 1335 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 89450 | |
| 4 | 78398 | |
| 0 | 55305 | |
| 5 | 52655 | |
| 6 | 44064 | |
| 9 | 38130 | |
| 3 | 27078 | 6.0% |
| 7 | 23093 | 5.1% |
| 8 | 19643 | 4.3% |
| 1 | 11052 | 2.4% |
| Other values (3) | 13722 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 452590 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 89450 | |
| 4 | 78398 | |
| 0 | 55305 | |
| 5 | 52655 | |
| 6 | 44064 | |
| 9 | 38130 | |
| 3 | 27078 | 6.0% |
| 7 | 23093 | 5.1% |
| 8 | 19643 | 4.3% |
| 1 | 11052 | 2.4% |
| Other values (3) | 13722 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 452590 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 89450 | |
| 4 | 78398 | |
| 0 | 55305 | |
| 5 | 52655 | |
| 6 | 44064 | |
| 9 | 38130 | |
| 3 | 27078 | 6.0% |
| 7 | 23093 | 5.1% |
| 8 | 19643 | 4.3% |
| 1 | 11052 | 2.4% |
| Other values (3) | 13722 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 452590 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 89450 | |
| 4 | 78398 | |
| 0 | 55305 | |
| 5 | 52655 | |
| 6 | 44064 | |
| 9 | 38130 | |
| 3 | 27078 | 6.0% |
| 7 | 23093 | 5.1% |
| 8 | 19643 | 4.3% |
| 1 | 11052 | 2.4% |
| Other values (3) | 13722 | 3.0% |
AGEcategoryOriginal
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| 50-69 | |
|---|---|
| 30-49 | |
| >=70 | |
| 18-29 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.831525 |
| Min length | 4 |
Characters and Unicode
| Total characters | 438630 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 30-49 |
|---|---|
| 2nd row | 30-49 |
| 3rd row | 50-69 |
| 4th row | >=70 |
| 5th row | >=70 |
Common Values
| Value | Count | Frequency (%) |
| 50-69 | 37360 | |
| 30-49 | 27078 | |
| >=70 | 15295 | |
| 18-29 | 11052 | 12.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50-69 | 37360 | |
| 30-49 | 27078 | |
| 70 | 15295 | |
| 18-29 | 11052 | 12.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79733 | |
| - | 75490 | |
| 9 | 75490 | |
| 5 | 37360 | |
| 6 | 37360 | |
| 3 | 27078 | 6.2% |
| 4 | 27078 | 6.2% |
| > | 15295 | 3.5% |
| = | 15295 | 3.5% |
| 7 | 15295 | 3.5% |
| Other values (3) | 33156 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 438630 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79733 | |
| - | 75490 | |
| 9 | 75490 | |
| 5 | 37360 | |
| 6 | 37360 | |
| 3 | 27078 | 6.2% |
| 4 | 27078 | 6.2% |
| > | 15295 | 3.5% |
| = | 15295 | 3.5% |
| 7 | 15295 | 3.5% |
| Other values (3) | 33156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 438630 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79733 | |
| - | 75490 | |
| 9 | 75490 | |
| 5 | 37360 | |
| 6 | 37360 | |
| 3 | 27078 | 6.2% |
| 4 | 27078 | 6.2% |
| > | 15295 | 3.5% |
| = | 15295 | 3.5% |
| 7 | 15295 | 3.5% |
| Other values (3) | 33156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 438630 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 79733 | |
| - | 75490 | |
| 9 | 75490 | |
| 5 | 37360 | |
| 6 | 37360 | |
| 3 | 27078 | 6.2% |
| 4 | 27078 | 6.2% |
| > | 15295 | 3.5% |
| = | 15295 | 3.5% |
| 7 | 15295 | 3.5% |
| Other values (3) | 33156 |
Mortality
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| No death | |
|---|---|
| Yes | 5595 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.6918544 |
| Min length | 3 |
Characters and Unicode
| Total characters | 698305 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No death |
|---|---|
| 2nd row | No death |
| 3rd row | No death |
| 4th row | No death |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No death | 85190 | |
| Yes | 5595 | 6.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 85190 | |
| death | 85190 | |
| yes | 5595 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 90785 | |
| N | 85190 | |
| o | 85190 | |
| 85190 | ||
| d | 85190 | |
| a | 85190 | |
| t | 85190 | |
| h | 85190 | |
| Y | 5595 | 0.8% |
| s | 5595 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 698305 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 90785 | |
| N | 85190 | |
| o | 85190 | |
| 85190 | ||
| d | 85190 | |
| a | 85190 | |
| t | 85190 | |
| h | 85190 | |
| Y | 5595 | 0.8% |
| s | 5595 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 698305 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 90785 | |
| N | 85190 | |
| o | 85190 | |
| 85190 | ||
| d | 85190 | |
| a | 85190 | |
| t | 85190 | |
| h | 85190 | |
| Y | 5595 | 0.8% |
| s | 5595 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 698305 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 90785 | |
| N | 85190 | |
| o | 85190 | |
| 85190 | ||
| d | 85190 | |
| a | 85190 | |
| t | 85190 | |
| h | 85190 | |
| Y | 5595 | 0.8% |
| s | 5595 | 0.8% |
thirtydaymortality
Boolean
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 88.8 KiB |
| False | |
|---|---|
| True | 539 |
| Value | Count | Frequency (%) |
| False | 90246 | |
| True | 539 | 0.6% |
SurgRiskCategory
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| Low | |
|---|---|
| Moderate | |
| High | 3722 |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 5.1897009 |
| Min length | 3 |
Characters and Unicode
| Total characters | 471147 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Low |
| 3rd row | Low |
| 4th row | Moderate |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Low | 48049 | |
| Moderate | 39014 | |
| High | 3722 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 48049 | |
| moderate | 39014 | |
| high | 3722 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 87063 | |
| e | 78028 | |
| L | 48049 | |
| w | 48049 | |
| M | 39014 | |
| d | 39014 | |
| r | 39014 | |
| a | 39014 | |
| t | 39014 | |
| H | 3722 | 0.8% |
| Other values (3) | 11166 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 471147 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 87063 | |
| e | 78028 | |
| L | 48049 | |
| w | 48049 | |
| M | 39014 | |
| d | 39014 | |
| r | 39014 | |
| a | 39014 | |
| t | 39014 | |
| H | 3722 | 0.8% |
| Other values (3) | 11166 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 471147 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 87063 | |
| e | 78028 | |
| L | 48049 | |
| w | 48049 | |
| M | 39014 | |
| d | 39014 | |
| r | 39014 | |
| a | 39014 | |
| t | 39014 | |
| H | 3722 | 0.8% |
| Other values (3) | 11166 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 471147 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 87063 | |
| e | 78028 | |
| L | 48049 | |
| w | 48049 | |
| M | 39014 | |
| d | 39014 | |
| r | 39014 | |
| a | 39014 | |
| t | 39014 | |
| H | 3722 | 0.8% |
| Other values (3) | 11166 | 2.4% |
RaceCategory
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| Chinese | |
|---|---|
| Malay | |
| Others | |
| Indian | |
| #NULL! | 6 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.6155422 |
| Min length | 5 |
Characters and Unicode
| Total characters | 600592 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Chinese |
|---|---|
| 2nd row | Chinese |
| 3rd row | Chinese |
| 4th row | Chinese |
| 5th row | Chinese |
Common Values
| Value | Count | Frequency (%) |
| Chinese | 64861 | |
| Malay | 8979 | 9.9% |
| Others | 8927 | 9.8% |
| Indian | 8012 | 8.8% |
| #NULL! | 6 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| chinese | 64861 | |
| malay | 8979 | 9.9% |
| others | 8927 | 9.8% |
| indian | 8012 | 8.8% |
| null | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 138649 | |
| n | 80885 | |
| s | 73788 | |
| h | 73788 | |
| i | 72873 | |
| C | 64861 | |
| a | 25970 | 4.3% |
| M | 8979 | 1.5% |
| l | 8979 | 1.5% |
| y | 8979 | 1.5% |
| Other values (10) | 42841 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 600592 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 138649 | |
| n | 80885 | |
| s | 73788 | |
| h | 73788 | |
| i | 72873 | |
| C | 64861 | |
| a | 25970 | 4.3% |
| M | 8979 | 1.5% |
| l | 8979 | 1.5% |
| y | 8979 | 1.5% |
| Other values (10) | 42841 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 600592 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 138649 | |
| n | 80885 | |
| s | 73788 | |
| h | 73788 | |
| i | 72873 | |
| C | 64861 | |
| a | 25970 | 4.3% |
| M | 8979 | 1.5% |
| l | 8979 | 1.5% |
| y | 8979 | 1.5% |
| Other values (10) | 42841 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 600592 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 138649 | |
| n | 80885 | |
| s | 73788 | |
| h | 73788 | |
| i | 72873 | |
| C | 64861 | |
| a | 25970 | 4.3% |
| M | 8979 | 1.5% |
| l | 8979 | 1.5% |
| y | 8979 | 1.5% |
| Other values (10) | 42841 | 7.1% |
CVARCRICategory
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| no | |
|---|---|
| #NULL! | |
| yes | 1543 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.2649997 |
| Min length | 2 |
Characters and Unicode
| Total characters | 296413 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | #NULL! |
| 3rd row | #NULL! |
| 4th row | #NULL! |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 60917 | |
| #NULL! | 28325 | |
| yes | 1543 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 60917 | |
| null | 28325 | |
| yes | 1543 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 60917 | |
| o | 60917 | |
| L | 56650 | |
| # | 28325 | |
| N | 28325 | |
| U | 28325 | |
| ! | 28325 | |
| y | 1543 | 0.5% |
| e | 1543 | 0.5% |
| s | 1543 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 296413 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 60917 | |
| o | 60917 | |
| L | 56650 | |
| # | 28325 | |
| N | 28325 | |
| U | 28325 | |
| ! | 28325 | |
| y | 1543 | 0.5% |
| e | 1543 | 0.5% |
| s | 1543 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 296413 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 60917 | |
| o | 60917 | |
| L | 56650 | |
| # | 28325 | |
| N | 28325 | |
| U | 28325 | |
| ! | 28325 | |
| y | 1543 | 0.5% |
| e | 1543 | 0.5% |
| s | 1543 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 296413 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 60917 | |
| o | 60917 | |
| L | 56650 | |
| # | 28325 | |
| N | 28325 | |
| U | 28325 | |
| ! | 28325 | |
| y | 1543 | 0.5% |
| e | 1543 | 0.5% |
| s | 1543 | 0.5% |
IHDRCRICategory
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| no | |
|---|---|
| #NULL! | |
| yes | 4245 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.3056452 |
| Min length | 2 |
Characters and Unicode
| Total characters | 300103 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | #NULL! |
| 3rd row | #NULL! |
| 4th row | #NULL! |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 57968 | |
| #NULL! | 28572 | |
| yes | 4245 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 57968 | |
| null | 28572 | |
| yes | 4245 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 57968 | |
| o | 57968 | |
| L | 57144 | |
| # | 28572 | |
| N | 28572 | |
| U | 28572 | |
| ! | 28572 | |
| y | 4245 | 1.4% |
| e | 4245 | 1.4% |
| s | 4245 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300103 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 57968 | |
| o | 57968 | |
| L | 57144 | |
| # | 28572 | |
| N | 28572 | |
| U | 28572 | |
| ! | 28572 | |
| y | 4245 | 1.4% |
| e | 4245 | 1.4% |
| s | 4245 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300103 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 57968 | |
| o | 57968 | |
| L | 57144 | |
| # | 28572 | |
| N | 28572 | |
| U | 28572 | |
| ! | 28572 | |
| y | 4245 | 1.4% |
| e | 4245 | 1.4% |
| s | 4245 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300103 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 57968 | |
| o | 57968 | |
| L | 57144 | |
| # | 28572 | |
| N | 28572 | |
| U | 28572 | |
| ! | 28572 | |
| y | 4245 | 1.4% |
| e | 4245 | 1.4% |
| s | 4245 | 1.4% |
CHFRCRICategory
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| no | |
|---|---|
| #NULL! | |
| yes | 787 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.1656441 |
| Min length | 2 |
Characters and Unicode
| Total characters | 287393 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | #NULL! |
| 3rd row | #NULL! |
| 4th row | #NULL! |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 63739 | |
| #NULL! | 26259 | |
| yes | 787 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 63739 | |
| null | 26259 | |
| yes | 787 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 63739 | |
| o | 63739 | |
| L | 52518 | |
| # | 26259 | |
| N | 26259 | |
| U | 26259 | |
| ! | 26259 | |
| y | 787 | 0.3% |
| e | 787 | 0.3% |
| s | 787 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 287393 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 63739 | |
| o | 63739 | |
| L | 52518 | |
| # | 26259 | |
| N | 26259 | |
| U | 26259 | |
| ! | 26259 | |
| y | 787 | 0.3% |
| e | 787 | 0.3% |
| s | 787 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 287393 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 63739 | |
| o | 63739 | |
| L | 52518 | |
| # | 26259 | |
| N | 26259 | |
| U | 26259 | |
| ! | 26259 | |
| y | 787 | 0.3% |
| e | 787 | 0.3% |
| s | 787 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 287393 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 63739 | |
| o | 63739 | |
| L | 52518 | |
| # | 26259 | |
| N | 26259 | |
| U | 26259 | |
| ! | 26259 | |
| y | 787 | 0.3% |
| e | 787 | 0.3% |
| s | 787 | 0.3% |
DMinsulinRCRICategory
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| no | |
|---|---|
| #NULL! | |
| yes | 2003 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.2061794 |
| Min length | 2 |
Characters and Unicode
| Total characters | 291073 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | #NULL! |
| 3rd row | #NULL! |
| 4th row | #NULL! |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 61907 | |
| #NULL! | 26875 | |
| yes | 2003 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 61907 | |
| null | 26875 | |
| yes | 2003 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 61907 | |
| o | 61907 | |
| L | 53750 | |
| # | 26875 | |
| N | 26875 | |
| U | 26875 | |
| ! | 26875 | |
| y | 2003 | 0.7% |
| e | 2003 | 0.7% |
| s | 2003 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 291073 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 61907 | |
| o | 61907 | |
| L | 53750 | |
| # | 26875 | |
| N | 26875 | |
| U | 26875 | |
| ! | 26875 | |
| y | 2003 | 0.7% |
| e | 2003 | 0.7% |
| s | 2003 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 291073 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 61907 | |
| o | 61907 | |
| L | 53750 | |
| # | 26875 | |
| N | 26875 | |
| U | 26875 | |
| ! | 26875 | |
| y | 2003 | 0.7% |
| e | 2003 | 0.7% |
| s | 2003 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 291073 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 61907 | |
| o | 61907 | |
| L | 53750 | |
| # | 26875 | |
| N | 26875 | |
| U | 26875 | |
| ! | 26875 | |
| y | 2003 | 0.7% |
| e | 2003 | 0.7% |
| s | 2003 | 0.7% |
CreatinineRCRICategory
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| no | |
|---|---|
| #NULL! | |
| yes | 2282 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7187751 |
| Min length | 2 |
Characters and Unicode
| Total characters | 246824 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | #NULL! |
| 3rd row | #NULL! |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 72760 | |
| #NULL! | 15743 | 17.3% |
| yes | 2282 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 72760 | |
| null | 15743 | 17.3% |
| yes | 2282 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 72760 | |
| o | 72760 | |
| L | 31486 | |
| # | 15743 | 6.4% |
| N | 15743 | 6.4% |
| U | 15743 | 6.4% |
| ! | 15743 | 6.4% |
| y | 2282 | 0.9% |
| e | 2282 | 0.9% |
| s | 2282 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 246824 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 72760 | |
| o | 72760 | |
| L | 31486 | |
| # | 15743 | 6.4% |
| N | 15743 | 6.4% |
| U | 15743 | 6.4% |
| ! | 15743 | 6.4% |
| y | 2282 | 0.9% |
| e | 2282 | 0.9% |
| s | 2282 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 246824 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 72760 | |
| o | 72760 | |
| L | 31486 | |
| # | 15743 | 6.4% |
| N | 15743 | 6.4% |
| U | 15743 | 6.4% |
| ! | 15743 | 6.4% |
| y | 2282 | 0.9% |
| e | 2282 | 0.9% |
| s | 2282 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 246824 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 72760 | |
| o | 72760 | |
| L | 31486 | |
| # | 15743 | 6.4% |
| N | 15743 | 6.4% |
| U | 15743 | 6.4% |
| ! | 15743 | 6.4% |
| y | 2282 | 0.9% |
| e | 2282 | 0.9% |
| s | 2282 | 0.9% |
GradeofKidneyCategory
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| G1 | |
|---|---|
| G2 | |
| #NULL! | |
| G3 | |
| G4-G5 | 3258 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.5848323 |
| Min length | 2 |
Characters and Unicode
| Total characters | 234664 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | #NULL! |
| 3rd row | G1 |
| 4th row | G1 |
| 5th row | G1 |
Common Values
| Value | Count | Frequency (%) |
| G1 | 47948 | |
| G2 | 23635 | |
| #NULL! | 10830 | 11.9% |
| G3 | 5114 | 5.6% |
| G4-G5 | 3258 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| g1 | 47948 | |
| g2 | 23635 | |
| null | 10830 | 11.9% |
| g3 | 5114 | 5.6% |
| g4-g5 | 3258 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 83213 | |
| 1 | 47948 | |
| 2 | 23635 | 10.1% |
| L | 21660 | 9.2% |
| # | 10830 | 4.6% |
| N | 10830 | 4.6% |
| U | 10830 | 4.6% |
| ! | 10830 | 4.6% |
| 3 | 5114 | 2.2% |
| 4 | 3258 | 1.4% |
| Other values (2) | 6516 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 234664 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 83213 | |
| 1 | 47948 | |
| 2 | 23635 | 10.1% |
| L | 21660 | 9.2% |
| # | 10830 | 4.6% |
| N | 10830 | 4.6% |
| U | 10830 | 4.6% |
| ! | 10830 | 4.6% |
| 3 | 5114 | 2.2% |
| 4 | 3258 | 1.4% |
| Other values (2) | 6516 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 234664 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 83213 | |
| 1 | 47948 | |
| 2 | 23635 | 10.1% |
| L | 21660 | 9.2% |
| # | 10830 | 4.6% |
| N | 10830 | 4.6% |
| U | 10830 | 4.6% |
| ! | 10830 | 4.6% |
| 3 | 5114 | 2.2% |
| 4 | 3258 | 1.4% |
| Other values (2) | 6516 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 234664 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 83213 | |
| 1 | 47948 | |
| 2 | 23635 | 10.1% |
| L | 21660 | 9.2% |
| # | 10830 | 4.6% |
| N | 10830 | 4.6% |
| U | 10830 | 4.6% |
| ! | 10830 | 4.6% |
| 3 | 5114 | 2.2% |
| 4 | 3258 | 1.4% |
| Other values (2) | 6516 | 2.8% |
Anemiacategorybinned
Categorical
HIGH CORRELATION MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62878 |
| Missing (%) | 69.3% |
| Memory size | 709.4 KiB |
| Mild | |
|---|---|
| Moderate/Severe | |
| #NULL! |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 8.5712187 |
| Min length | 4 |
Characters and Unicode
| Total characters | 239197 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | Mild |
| 3rd row | Moderate/Severe |
| 4th row | Mild |
| 5th row | Moderate/Severe |
Common Values
| Value | Count | Frequency (%) |
| Mild | 13006 | 14.3% |
| Moderate/Severe | 10863 | 12.0% |
| #NULL! | 4038 | 4.4% |
| (Missing) | 62878 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mild | 13006 | |
| moderate/severe | 10863 | |
| null | 4038 | 14.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 54315 | |
| M | 23869 | |
| d | 23869 | |
| r | 21726 | 9.1% |
| l | 13006 | 5.4% |
| i | 13006 | 5.4% |
| / | 10863 | 4.5% |
| v | 10863 | 4.5% |
| S | 10863 | 4.5% |
| t | 10863 | 4.5% |
| Other values (7) | 45954 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 239197 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 54315 | |
| M | 23869 | |
| d | 23869 | |
| r | 21726 | 9.1% |
| l | 13006 | 5.4% |
| i | 13006 | 5.4% |
| / | 10863 | 4.5% |
| v | 10863 | 4.5% |
| S | 10863 | 4.5% |
| t | 10863 | 4.5% |
| Other values (7) | 45954 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 239197 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 54315 | |
| M | 23869 | |
| d | 23869 | |
| r | 21726 | 9.1% |
| l | 13006 | 5.4% |
| i | 13006 | 5.4% |
| / | 10863 | 4.5% |
| v | 10863 | 4.5% |
| S | 10863 | 4.5% |
| t | 10863 | 4.5% |
| Other values (7) | 45954 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 239197 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 54315 | |
| M | 23869 | |
| d | 23869 | |
| r | 21726 | 9.1% |
| l | 13006 | 5.4% |
| i | 13006 | 5.4% |
| / | 10863 | 4.5% |
| v | 10863 | 4.5% |
| S | 10863 | 4.5% |
| t | 10863 | 4.5% |
| Other values (7) | 45954 |
RDW15.7
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| <= 15.7 | |
|---|---|
| >15.7 | |
| #NULL! | 6238 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.7445173 |
| Min length | 5 |
Characters and Unicode
| Total characters | 612301 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | #NULL! |
|---|---|
| 2nd row | <= 15.7 |
| 3rd row | <= 15.7 |
| 4th row | <= 15.7 |
| 5th row | >15.7 |
Common Values
| Value | Count | Frequency (%) |
| <= 15.7 | 76069 | |
| >15.7 | 8478 | 9.3% |
| #NULL! | 6238 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 15.7 | 84547 | |
| 76069 | ||
| null | 6238 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 84547 | |
| 5 | 84547 | |
| . | 84547 | |
| 7 | 84547 | |
| < | 76069 | |
| = | 76069 | |
| 76069 | ||
| L | 12476 | 2.0% |
| > | 8478 | 1.4% |
| # | 6238 | 1.0% |
| Other values (3) | 18714 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 612301 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 84547 | |
| 5 | 84547 | |
| . | 84547 | |
| 7 | 84547 | |
| < | 76069 | |
| = | 76069 | |
| 76069 | ||
| L | 12476 | 2.0% |
| > | 8478 | 1.4% |
| # | 6238 | 1.0% |
| Other values (3) | 18714 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 612301 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 84547 | |
| 5 | 84547 | |
| . | 84547 | |
| 7 | 84547 | |
| < | 76069 | |
| = | 76069 | |
| 76069 | ||
| L | 12476 | 2.0% |
| > | 8478 | 1.4% |
| # | 6238 | 1.0% |
| Other values (3) | 18714 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 612301 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 84547 | |
| 5 | 84547 | |
| . | 84547 | |
| 7 | 84547 | |
| < | 76069 | |
| = | 76069 | |
| 76069 | ||
| L | 12476 | 2.0% |
| > | 8478 | 1.4% |
| # | 6238 | 1.0% |
| Other values (3) | 18714 | 3.1% |
ASAcategorybinned
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 709.4 KiB |
| II | |
|---|---|
| I | |
| III | |
| #NULL! | 4819 |
| IV-VI | 1079 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1527896 |
| Min length | 1 |
Characters and Unicode
| Total characters | 195441 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | I |
|---|---|
| 2nd row | I |
| 3rd row | I |
| 4th row | I |
| 5th row | II |
Common Values
| Value | Count | Frequency (%) |
| II | 49435 | |
| I | 22047 | |
| III | 13405 | 14.8% |
| #NULL! | 4819 | 5.3% |
| IV-VI | 1079 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ii | 49435 | |
| i | 22047 | |
| iii | 13405 | 14.8% |
| null | 4819 | 5.3% |
| iv-vi | 1079 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 163290 | |
| L | 9638 | 4.9% |
| # | 4819 | 2.5% |
| N | 4819 | 2.5% |
| U | 4819 | 2.5% |
| ! | 4819 | 2.5% |
| V | 2158 | 1.1% |
| - | 1079 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 195441 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 163290 | |
| L | 9638 | 4.9% |
| # | 4819 | 2.5% |
| N | 4819 | 2.5% |
| U | 4819 | 2.5% |
| ! | 4819 | 2.5% |
| V | 2158 | 1.1% |
| - | 1079 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 195441 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 163290 | |
| L | 9638 | 4.9% |
| # | 4819 | 2.5% |
| N | 4819 | 2.5% |
| U | 4819 | 2.5% |
| ! | 4819 | 2.5% |
| V | 2158 | 1.1% |
| - | 1079 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 195441 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 163290 | |
| L | 9638 | 4.9% |
| # | 4819 | 2.5% |
| N | 4819 | 2.5% |
| U | 4819 | 2.5% |
| ! | 4819 | 2.5% |
| V | 2158 | 1.1% |
| - | 1079 | 0.6% |
ICUAdmgt24h
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 88.8 KiB |
| False | |
|---|---|
| True | 1264 |
| Value | Count | Frequency (%) |
| False | 89521 | |
| True | 1264 | 1.4% |
| @30daymortality | AGE | AGEcategory | AGEcategoryOriginal | ASAcategorybinned | AnaestypeCategory | Anemia category | Anemiacategorybinned | CHFRCRICategory | CVARCRICategory | CreatinineRCRICategory | DMinsulinRCRICategory | DaysbetweenDeathandoperation | GENDER | GradeofKidneyCategory | GradeofKidneydisease | ICUAdmgt24h | IHDRCRICategory | Intraop | Mortality | Postopwithin30days | PreopEGFRMDRD | Preoptransfusionwithin30days | PriorityCategory | RCRI score | RDW15.7 | RaceCategory | SurgRiskCategory | TransfusionIntraandpostopCategory | Transfusionintraandpostop | thirtydaymortality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| @30daymortality | 1.000 | 0.096 | 0.097 | 0.078 | 0.211 | 0.000 | 0.129 | 0.093 | 0.050 | 0.040 | 0.094 | 0.032 | 0.472 | 0.017 | 0.131 | 0.136 | 0.204 | 0.073 | 0.113 | 0.301 | 0.117 | 0.119 | 0.113 | 0.088 | 0.139 | 0.086 | 0.008 | 0.056 | 0.130 | 0.114 | 0.999 |
| AGE | 0.096 | 1.000 | 0.798 | 0.910 | 0.251 | 0.258 | 0.126 | 0.293 | 0.089 | 0.107 | 0.088 | 0.078 | -0.036 | 0.091 | 0.259 | 0.213 | 0.078 | 0.151 | 0.124 | 0.231 | 0.060 | -0.439 | 0.080 | 0.169 | 0.234 | 0.124 | 0.134 | 0.141 | 0.090 | 0.102 | 0.096 |
| AGEcategory | 0.097 | 0.798 | 1.000 | 0.939 | 0.243 | 0.242 | 0.122 | 0.277 | 0.087 | 0.103 | 0.085 | 0.075 | 0.034 | 0.079 | 0.244 | 0.220 | 0.076 | 0.147 | 0.120 | 0.224 | 0.014 | 0.169 | 0.017 | 0.141 | 0.111 | 0.113 | 0.127 | 0.137 | 0.086 | 0.022 | 0.097 |
| AGEcategoryOriginal | 0.078 | 0.910 | 0.939 | 1.000 | 0.274 | 0.225 | 0.110 | 0.275 | 0.080 | 0.099 | 0.081 | 0.073 | 0.046 | 0.077 | 0.275 | 0.277 | 0.074 | 0.139 | 0.105 | 0.208 | 0.015 | 0.210 | 0.021 | 0.128 | 0.136 | 0.112 | 0.143 | 0.132 | 0.076 | 0.026 | 0.078 |
| ASAcategorybinned | 0.211 | 0.251 | 0.243 | 0.274 | 1.000 | 0.156 | 0.185 | 0.274 | 0.284 | 0.269 | 0.381 | 0.283 | 0.131 | 0.072 | 0.245 | 0.247 | 0.238 | 0.333 | 0.180 | 0.307 | 0.050 | 0.189 | 0.072 | 0.220 | 0.262 | 0.127 | 0.065 | 0.149 | 0.135 | 0.059 | 0.211 |
| AnaestypeCategory | 0.000 | 0.258 | 0.242 | 0.225 | 0.156 | 1.000 | 0.097 | 0.159 | 0.061 | 0.056 | 0.088 | 0.073 | 0.061 | 0.055 | 0.161 | 0.162 | 0.037 | 0.087 | 0.034 | 0.042 | 0.010 | 0.158 | 0.004 | 0.134 | 0.068 | 0.093 | 0.064 | 0.153 | 0.033 | 0.012 | 0.000 |
| Anemia category | 0.129 | 0.126 | 0.122 | 0.110 | 0.185 | 0.097 | 1.000 | 1.000 | 0.065 | 0.049 | 0.173 | 0.090 | 0.115 | 0.113 | 0.196 | 0.199 | 0.105 | 0.086 | 0.361 | 0.262 | 0.118 | 0.185 | 0.106 | 0.139 | 0.165 | 0.320 | 0.034 | 0.086 | 0.284 | 0.129 | 0.129 |
| Anemiacategorybinned | 0.093 | 0.293 | 0.277 | 0.275 | 0.274 | 0.159 | 1.000 | 1.000 | 0.091 | 0.081 | 0.145 | 0.103 | 0.099 | 0.167 | 0.546 | 0.546 | 0.078 | 0.095 | 0.282 | 0.193 | 0.058 | 0.121 | 0.066 | 0.205 | 0.183 | 0.696 | 0.083 | 0.184 | 0.208 | 0.081 | 0.093 |
| CHFRCRICategory | 0.050 | 0.089 | 0.087 | 0.080 | 0.284 | 0.061 | 0.065 | 0.091 | 1.000 | 0.670 | 0.483 | 0.697 | 0.089 | 0.021 | 0.118 | 0.120 | 0.052 | 0.685 | 0.044 | 0.104 | 0.024 | 0.098 | 0.029 | 0.100 | 0.345 | 0.040 | 0.020 | 0.039 | 0.035 | 0.023 | 0.050 |
| CVARCRICategory | 0.040 | 0.107 | 0.103 | 0.099 | 0.269 | 0.056 | 0.049 | 0.081 | 0.670 | 1.000 | 0.448 | 0.657 | 0.101 | 0.038 | 0.091 | 0.092 | 0.028 | 0.709 | 0.030 | 0.086 | 0.008 | 0.075 | 0.014 | 0.079 | 0.273 | 0.020 | 0.023 | 0.037 | 0.022 | 0.011 | 0.040 |
| CreatinineRCRICategory | 0.094 | 0.088 | 0.085 | 0.081 | 0.381 | 0.088 | 0.173 | 0.145 | 0.483 | 0.448 | 1.000 | 0.483 | 0.109 | 0.028 | 0.528 | 0.531 | 0.060 | 0.465 | 0.064 | 0.167 | 0.022 | 0.276 | 0.050 | 0.111 | 0.367 | 0.065 | 0.041 | 0.040 | 0.052 | 0.029 | 0.094 |
| DMinsulinRCRICategory | 0.032 | 0.078 | 0.075 | 0.073 | 0.283 | 0.073 | 0.090 | 0.103 | 0.697 | 0.657 | 0.483 | 1.000 | 0.083 | 0.014 | 0.152 | 0.154 | 0.024 | 0.660 | 0.035 | 0.090 | 0.006 | 0.117 | 0.016 | 0.122 | 0.330 | 0.030 | 0.042 | 0.046 | 0.027 | 0.013 | 0.032 |
| DaysbetweenDeathandoperation | 0.472 | -0.036 | 0.034 | 0.046 | 0.131 | 0.061 | 0.115 | 0.099 | 0.089 | 0.101 | 0.109 | 0.083 | 1.000 | 0.032 | 0.061 | 0.056 | 0.220 | 0.107 | 0.141 | 1.000 | -0.130 | -0.001 | -0.171 | 0.197 | -0.132 | 0.119 | 0.035 | 0.065 | 0.110 | -0.160 | 0.472 |
| GENDER | 0.017 | 0.091 | 0.079 | 0.077 | 0.072 | 0.055 | 0.113 | 0.167 | 0.021 | 0.038 | 0.028 | 0.014 | 0.032 | 1.000 | 0.167 | 0.167 | 0.037 | 0.098 | 0.028 | 0.047 | 0.012 | 0.125 | 0.014 | 0.061 | 0.072 | 0.077 | 0.049 | 0.158 | 0.029 | 0.009 | 0.017 |
| GradeofKidneyCategory | 0.131 | 0.259 | 0.244 | 0.275 | 0.245 | 0.161 | 0.196 | 0.546 | 0.118 | 0.091 | 0.528 | 0.152 | 0.061 | 0.167 | 1.000 | 1.000 | 0.106 | 0.163 | 0.108 | 0.258 | 0.020 | 0.486 | 0.042 | 0.118 | 0.254 | 0.490 | 0.058 | 0.077 | 0.083 | 0.029 | 0.131 |
| GradeofKidneydisease | 0.136 | 0.213 | 0.220 | 0.277 | 0.247 | 0.162 | 0.199 | 0.546 | 0.120 | 0.092 | 0.531 | 0.154 | 0.056 | 0.167 | 1.000 | 1.000 | 0.115 | 0.164 | 0.112 | 0.260 | 0.020 | 0.377 | 0.038 | 0.121 | 0.209 | 0.490 | 0.058 | 0.078 | 0.086 | 0.027 | 0.136 |
| ICUAdmgt24h | 0.204 | 0.078 | 0.076 | 0.074 | 0.238 | 0.037 | 0.105 | 0.078 | 0.052 | 0.028 | 0.060 | 0.024 | 0.220 | 0.037 | 0.106 | 0.115 | 1.000 | 0.062 | 0.183 | 0.156 | 0.066 | 0.110 | 0.228 | 0.077 | 0.166 | 0.053 | 0.000 | 0.180 | 0.184 | 0.076 | 0.204 |
| IHDRCRICategory | 0.073 | 0.151 | 0.147 | 0.139 | 0.333 | 0.087 | 0.086 | 0.095 | 0.685 | 0.709 | 0.465 | 0.660 | 0.107 | 0.098 | 0.163 | 0.164 | 0.062 | 1.000 | 0.051 | 0.129 | 0.019 | 0.142 | 0.026 | 0.085 | 0.437 | 0.035 | 0.019 | 0.046 | 0.037 | 0.021 | 0.073 |
| Intraop | 0.113 | 0.124 | 0.120 | 0.105 | 0.180 | 0.034 | 0.361 | 0.282 | 0.044 | 0.030 | 0.064 | 0.035 | 0.141 | 0.028 | 0.108 | 0.112 | 0.183 | 0.051 | 1.000 | 0.183 | 0.170 | 0.123 | 0.268 | 0.043 | 0.186 | 0.186 | 0.029 | 0.254 | 0.999 | 0.248 | 0.113 |
| Mortality | 0.301 | 0.231 | 0.224 | 0.208 | 0.307 | 0.042 | 0.262 | 0.193 | 0.104 | 0.086 | 0.167 | 0.090 | 1.000 | 0.047 | 0.258 | 0.260 | 0.156 | 0.129 | 0.183 | 1.000 | 0.087 | 0.215 | 0.113 | 0.101 | 0.259 | 0.156 | 0.060 | 0.146 | 0.192 | 0.102 | 0.301 |
| Postopwithin30days | 0.117 | 0.060 | 0.014 | 0.015 | 0.050 | 0.010 | 0.118 | 0.058 | 0.024 | 0.008 | 0.022 | 0.006 | -0.130 | 0.012 | 0.020 | 0.020 | 0.066 | 0.019 | 0.170 | 0.087 | 1.000 | -0.015 | 0.300 | 0.036 | 0.104 | 0.057 | 0.000 | 0.026 | 0.288 | 0.439 | 0.117 |
| PreopEGFRMDRD | 0.119 | -0.439 | 0.169 | 0.210 | 0.189 | 0.158 | 0.185 | 0.121 | 0.098 | 0.075 | 0.276 | 0.117 | -0.001 | 0.125 | 0.486 | 0.377 | 0.110 | 0.142 | 0.123 | 0.215 | -0.015 | 1.000 | -0.040 | 0.129 | -0.211 | 0.083 | 0.036 | 0.051 | 0.097 | -0.028 | 0.119 |
| Preoptransfusionwithin30days | 0.113 | 0.080 | 0.017 | 0.021 | 0.072 | 0.004 | 0.106 | 0.066 | 0.029 | 0.014 | 0.050 | 0.016 | -0.171 | 0.014 | 0.042 | 0.038 | 0.228 | 0.026 | 0.268 | 0.113 | 0.300 | -0.040 | 1.000 | 0.056 | 0.135 | 0.047 | 0.008 | 0.060 | 0.208 | 0.588 | 0.113 |
| PriorityCategory | 0.088 | 0.169 | 0.141 | 0.128 | 0.220 | 0.134 | 0.139 | 0.205 | 0.100 | 0.079 | 0.111 | 0.122 | 0.197 | 0.061 | 0.118 | 0.121 | 0.077 | 0.085 | 0.043 | 0.101 | 0.036 | 0.129 | 0.056 | 1.000 | 0.107 | 0.084 | 0.110 | 0.021 | 0.050 | 0.042 | 0.088 |
| RCRI score | 0.139 | 0.234 | 0.111 | 0.136 | 0.262 | 0.068 | 0.165 | 0.183 | 0.345 | 0.273 | 0.367 | 0.330 | -0.132 | 0.072 | 0.254 | 0.209 | 0.166 | 0.437 | 0.186 | 0.259 | 0.104 | -0.211 | 0.135 | 0.107 | 1.000 | 0.098 | 0.019 | 0.246 | 0.134 | 0.185 | 0.139 |
| RDW15.7 | 0.086 | 0.124 | 0.113 | 0.112 | 0.127 | 0.093 | 0.320 | 0.696 | 0.040 | 0.020 | 0.065 | 0.030 | 0.119 | 0.077 | 0.490 | 0.490 | 0.053 | 0.035 | 0.186 | 0.156 | 0.057 | 0.083 | 0.047 | 0.084 | 0.098 | 1.000 | 0.055 | 0.104 | 0.158 | 0.080 | 0.086 |
| RaceCategory | 0.008 | 0.134 | 0.127 | 0.143 | 0.065 | 0.064 | 0.034 | 0.083 | 0.020 | 0.023 | 0.041 | 0.042 | 0.035 | 0.049 | 0.058 | 0.058 | 0.000 | 0.019 | 0.029 | 0.060 | 0.000 | 0.036 | 0.008 | 0.110 | 0.019 | 0.055 | 1.000 | 0.051 | 0.021 | 0.000 | 0.008 |
| SurgRiskCategory | 0.056 | 0.141 | 0.137 | 0.132 | 0.149 | 0.153 | 0.086 | 0.184 | 0.039 | 0.037 | 0.040 | 0.046 | 0.065 | 0.158 | 0.077 | 0.078 | 0.180 | 0.046 | 0.254 | 0.146 | 0.026 | 0.051 | 0.060 | 0.021 | 0.246 | 0.104 | 0.051 | 1.000 | 0.180 | 0.038 | 0.056 |
| TransfusionIntraandpostopCategory | 0.130 | 0.090 | 0.086 | 0.076 | 0.135 | 0.033 | 0.284 | 0.208 | 0.035 | 0.022 | 0.052 | 0.027 | 0.110 | 0.029 | 0.083 | 0.086 | 0.184 | 0.037 | 0.999 | 0.192 | 0.288 | 0.097 | 0.208 | 0.050 | 0.134 | 0.158 | 0.021 | 0.180 | 1.000 | 0.420 | 0.130 |
| Transfusionintraandpostop | 0.114 | 0.102 | 0.022 | 0.026 | 0.059 | 0.012 | 0.129 | 0.081 | 0.023 | 0.011 | 0.029 | 0.013 | -0.160 | 0.009 | 0.029 | 0.027 | 0.076 | 0.021 | 0.248 | 0.102 | 0.439 | -0.028 | 0.588 | 0.042 | 0.185 | 0.080 | 0.000 | 0.038 | 0.420 | 1.000 | 0.114 |
| thirtydaymortality | 0.999 | 0.096 | 0.097 | 0.078 | 0.211 | 0.000 | 0.129 | 0.093 | 0.050 | 0.040 | 0.094 | 0.032 | 0.472 | 0.017 | 0.131 | 0.136 | 0.204 | 0.073 | 0.113 | 0.301 | 0.117 | 0.119 | 0.113 | 0.088 | 0.139 | 0.086 | 0.008 | 0.056 | 0.130 | 0.114 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| AGE | GENDER | RCRI score | Anemia category | PreopEGFRMDRD | GradeofKidneydisease | DaysbetweenDeathandoperation | @30daymortality | Preoptransfusionwithin30days | Intraop | Postopwithin30days | Transfusionintraandpostop | AnaestypeCategory | PriorityCategory | TransfusionIntraandpostopCategory | AGEcategory | AGEcategoryOriginal | Mortality | thirtydaymortality | SurgRiskCategory | RaceCategory | CVARCRICategory | IHDRCRICategory | CHFRCRICategory | DMinsulinRCRICategory | CreatinineRCRICategory | GradeofKidneyCategory | Anemiacategorybinned | RDW15.7 | ASAcategorybinned | ICUAdmgt24h | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 48.0 | FEMALE | NaN | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | no | #NULL! | #NULL! | #NULL! | I | no |
| 1 | 36.0 | FEMALE | NaN | none | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | NaN | <= 15.7 | I | no |
| 2 | 64.0 | FEMALE | NaN | mild | 152.538570 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Low | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | G1 | Mild | <= 15.7 | I | no |
| 3 | 73.0 | MALE | NaN | moderate | 117.231496 | g1 | NaN | NO | 0.0 | 1.0 | 0.0 | 1.0 | GA | Elective | 1 unit | 65-74 | >=70 | No death | No | Moderate | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | no | G1 | Moderate/Severe | <= 15.7 | I | no |
| 4 | 73.0 | MALE | 0.0 | mild | 98.651255 | g1 | 59.0 | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 65-74 | >=70 | Yes | No | Low | Chinese | no | no | no | no | no | G1 | Mild | >15.7 | II | no |
| 5 | 55.0 | MALE | NaN | none | 104.487306 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Emergency | 0 units | 50-64 | 50-69 | No death | No | Low | Indian | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | G1 | NaN | <= 15.7 | I | no |
| 6 | 48.0 | FEMALE | NaN | none | 72.669742 | G2 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Moderate | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | G2 | NaN | <= 15.7 | II | no |
| 7 | 79.0 | FEMALE | NaN | none | 130.581564 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 75-84 | >=70 | No death | No | High | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | no | G1 | NaN | <= 15.7 | II | no |
| 8 | 55.0 | FEMALE | 0.0 | none | 144.410728 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Moderate | Chinese | #NULL! | #NULL! | no | no | no | G1 | NaN | <= 15.7 | II | no |
| 9 | 59.0 | MALE | 1.0 | none | 91.215796 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Emergency | 0 units | 50-64 | 50-69 | No death | No | Moderate | Chinese | no | no | no | no | no | G1 | NaN | <= 15.7 | I | no |
| AGE | GENDER | RCRI score | Anemia category | PreopEGFRMDRD | GradeofKidneydisease | DaysbetweenDeathandoperation | @30daymortality | Preoptransfusionwithin30days | Intraop | Postopwithin30days | Transfusionintraandpostop | AnaestypeCategory | PriorityCategory | TransfusionIntraandpostopCategory | AGEcategory | AGEcategoryOriginal | Mortality | thirtydaymortality | SurgRiskCategory | RaceCategory | CVARCRICategory | IHDRCRICategory | CHFRCRICategory | DMinsulinRCRICategory | CreatinineRCRICategory | GradeofKidneyCategory | Anemiacategorybinned | RDW15.7 | ASAcategorybinned | ICUAdmgt24h | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90775 | 61.0 | MALE | NaN | none | 60.204465 | G2 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Emergency | 0 units | 50-64 | 50-69 | No death | No | Moderate | Chinese | #NULL! | #NULL! | #NULL! | #NULL! | no | G2 | NaN | <= 15.7 | II | no |
| 90776 | 52.0 | MALE | 0.0 | none | 86.091241 | G2 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Low | Others | no | no | no | no | no | G2 | NaN | <= 15.7 | II | no |
| 90777 | 53.0 | MALE | NaN | none | 74.637361 | G2 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Low | Others | #NULL! | #NULL! | #NULL! | #NULL! | no | G2 | NaN | <= 15.7 | II | no |
| 90778 | 81.0 | FEMALE | 0.0 | none | 57.609630 | G3a | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 75-84 | >=70 | No death | No | Low | Others | no | no | no | no | no | G3 | NaN | <= 15.7 | II | no |
| 90779 | 46.0 | MALE | NaN | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Others | #NULL! | #NULL! | #NULL! | #NULL! | yes | #NULL! | #NULL! | #NULL! | III | no |
| 90780 | 66.0 | FEMALE | 2.0 | mild | 48.339582 | G3a | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 65-74 | 50-69 | No death | No | Moderate | Others | no | no | no | yes | no | G3 | Mild | <= 15.7 | II | no |
| 90781 | 50.0 | MALE | 1.0 | moderate | 126.592489 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Emergency | 0 units | 50-64 | 50-69 | No death | No | Low | Others | no | no | no | yes | no | G1 | Moderate/Severe | <= 15.7 | #NULL! | no |
| 90782 | 58.0 | FEMALE | NaN | none | 86.306771 | G2 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Low | Others | #NULL! | #NULL! | #NULL! | #NULL! | #NULL! | G2 | NaN | <= 15.7 | #NULL! | no |
| 90783 | 63.0 | FEMALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Moderate | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | II | no |
| 90784 | 45.0 | FEMALE | 0.0 | mild | 125.902498 | g1 | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Moderate | Chinese | no | no | no | no | no | G1 | Mild | <= 15.7 | II | no |
Most frequently occurring
| AGE | GENDER | RCRI score | Anemia category | PreopEGFRMDRD | GradeofKidneydisease | DaysbetweenDeathandoperation | @30daymortality | Preoptransfusionwithin30days | Intraop | Postopwithin30days | Transfusionintraandpostop | AnaestypeCategory | PriorityCategory | TransfusionIntraandpostopCategory | AGEcategory | AGEcategoryOriginal | Mortality | thirtydaymortality | SurgRiskCategory | RaceCategory | CVARCRICategory | IHDRCRICategory | CHFRCRICategory | DMinsulinRCRICategory | CreatinineRCRICategory | GradeofKidneyCategory | Anemiacategorybinned | RDW15.7 | ASAcategorybinned | ICUAdmgt24h | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 152 | 20.0 | MALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 18-29 | 18-29 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 27 |
| 245 | 21.0 | MALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 18-29 | 18-29 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 22 |
| 1131 | 31.0 | FEMALE | 0.0 | none | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | NaN | <= 15.7 | I | no | 20 |
| 517 | 25.0 | FEMALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 18-29 | 18-29 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 19 |
| 5669 | 64.0 | FEMALE | 0.0 | none | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 50-64 | 50-69 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | NaN | #NULL! | II | no | 19 |
| 1698 | 35.0 | MALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 17 |
| 324 | 22.0 | MALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 18-29 | 18-29 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 16 |
| 1007 | 30.0 | FEMALE | 0.0 | none | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | NaN | <= 15.7 | I | no | 16 |
| 1627 | 35.0 | FEMALE | 0.0 | none | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | NaN | <= 15.7 | I | no | 16 |
| 2092 | 39.0 | FEMALE | 0.0 | NaN | NaN | BLANK | NaN | NO | 0.0 | 0.0 | 0.0 | 0.0 | GA | Elective | 0 units | 30-49 | 30-49 | No death | No | Low | Chinese | no | no | no | no | no | #NULL! | #NULL! | #NULL! | I | no | 16 |